{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Inference with DiT (Document Image Transformer) for document image classification.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyM3/rFEjJfdCfUH3d6HvQbg",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "5c15132b4b5f4f2297d98e65b6c42dc5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_90652324e0d6458a9e2dff0a043f0ee6",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_4efb479adc52458b8e1c5c3ad2bdff59",
              "IPY_MODEL_15c143bd15fd4c2e8c410a305b375b72",
              "IPY_MODEL_a87ed655ad1440a9a60697499c80d4c6"
            ]
          }
        },
        "90652324e0d6458a9e2dff0a043f0ee6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "4efb479adc52458b8e1c5c3ad2bdff59": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_16b40171436647f481c185799952a72d",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_aaf78b6b83b84ee1a4139c6395193e42"
          }
        },
        "15c143bd15fd4c2e8c410a305b375b72": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_f22b3fd302994dc5b976220aafc30a31",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 943,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 943,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_5b8408ce2acb4b2cb51b7e08132bcb15"
          }
        },
        "a87ed655ad1440a9a60697499c80d4c6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_e75212949b814893bfae02498a39d7ff",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 943/943 [00:00&lt;00:00, 4.78kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a063e07f191e4b128d9752c65d115fe2"
          }
        },
        "16b40171436647f481c185799952a72d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "aaf78b6b83b84ee1a4139c6395193e42": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f22b3fd302994dc5b976220aafc30a31": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "5b8408ce2acb4b2cb51b7e08132bcb15": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e75212949b814893bfae02498a39d7ff": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a063e07f191e4b128d9752c65d115fe2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "79917fdbd7f44887a63b95410697081b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_05f67ab5f8ba453880def4f722ded4e8",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_f443a21d015945a0837e4dd2335440c0",
              "IPY_MODEL_86a9826f12b74538a17d1d4cd1025b14",
              "IPY_MODEL_1678fe538e894016ba7bf9e764140a72"
            ]
          }
        },
        "05f67ab5f8ba453880def4f722ded4e8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f443a21d015945a0837e4dd2335440c0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_09cfbbed6e6f4f9895ed94fe59acfcb7",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading data files: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_d53e5644894c46138b2edbe2018e0ab3"
          }
        },
        "86a9826f12b74538a17d1d4cd1025b14": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_fda5b8bf218f4c4f8e27f4dc1d2fd089",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_f70f525207f5470f967fa08376ced241"
          }
        },
        "1678fe538e894016ba7bf9e764140a72": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_fa1c792edf54410b8b88b1936e0a40ba",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 1/1 [00:00&lt;00:00,  1.40it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_14662abfac264f97ba119d1ef1db7929"
          }
        },
        "09cfbbed6e6f4f9895ed94fe59acfcb7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "d53e5644894c46138b2edbe2018e0ab3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "fda5b8bf218f4c4f8e27f4dc1d2fd089": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "f70f525207f5470f967fa08376ced241": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "fa1c792edf54410b8b88b1936e0a40ba": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "14662abfac264f97ba119d1ef1db7929": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "8b3f5c32ba0e457386992cd5a7d9b06e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_9b2dcf5c67da473fbaa911cdb93369e1",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_b73dad29494f41e8aff65171b3a79945",
              "IPY_MODEL_0bbada5c8ae74bc8be4a1fc332b89098",
              "IPY_MODEL_9bd5f3c2ae764b958e4d2a779c338ef1"
            ]
          }
        },
        "9b2dcf5c67da473fbaa911cdb93369e1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b73dad29494f41e8aff65171b3a79945": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_2a00ec7de21e4806a55602a3b60a6f4d",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading data: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_e2227ffa4d784bdab25c72b8a651ebbe"
          }
        },
        "0bbada5c8ae74bc8be4a1fc332b89098": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_d2579c57aa0d41e4b053e09c63ae4a33",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 1647459,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1647459,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_38272424b8a04784a25c9fae7cc7fb24"
          }
        },
        "9bd5f3c2ae764b958e4d2a779c338ef1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_4d2120dae7a84f8c9a7c1ac30fa1a768",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 1.65M/1.65M [00:00&lt;00:00, 9.18MB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_672d2c79ad2045588d1afc1f27fe50b9"
          }
        },
        "2a00ec7de21e4806a55602a3b60a6f4d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "e2227ffa4d784bdab25c72b8a651ebbe": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "d2579c57aa0d41e4b053e09c63ae4a33": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "38272424b8a04784a25c9fae7cc7fb24": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "4d2120dae7a84f8c9a7c1ac30fa1a768": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "672d2c79ad2045588d1afc1f27fe50b9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "8e735a3590b848f59fb97373cb696be6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_7fbb0d5d9f4749d8912b1b0c33f25e73",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_666972d3e9a14d2fba5cd4c88437bba1",
              "IPY_MODEL_d1c5d2a4a103459a8ad68a4449337889",
              "IPY_MODEL_433bac190d2847b59450432d8fd23cf7"
            ]
          }
        },
        "7fbb0d5d9f4749d8912b1b0c33f25e73": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "666972d3e9a14d2fba5cd4c88437bba1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_18938ba78be545eb8a658b57598cb87f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Extracting data files: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6cc0d79dd4b44355b0fd3568464d7119"
          }
        },
        "d1c5d2a4a103459a8ad68a4449337889": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_505c564abbde4dc1a0a2d2289cfd4205",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_b07d12d587ec4703ab0ce53cce698c52"
          }
        },
        "433bac190d2847b59450432d8fd23cf7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_765fc48f6950452db2af2421ee6919b4",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 1/1 [00:00&lt;00:00, 20.54it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1403c82826ac429dbabd7b9ecf8e0598"
          }
        },
        "18938ba78be545eb8a658b57598cb87f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6cc0d79dd4b44355b0fd3568464d7119": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "505c564abbde4dc1a0a2d2289cfd4205": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "b07d12d587ec4703ab0ce53cce698c52": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "765fc48f6950452db2af2421ee6919b4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "1403c82826ac429dbabd7b9ecf8e0598": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "dd5ef926db0741a0a09a05a64623787e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_8b633e74e32b461f889edd46654ad558",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_62badb872b59433c8034071e4115a445",
              "IPY_MODEL_5669e9ae8ad440eca1611cf5b8afae53",
              "IPY_MODEL_76ff0e8a889446acaa1805881eb16caa"
            ]
          }
        },
        "8b633e74e32b461f889edd46654ad558": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "62badb872b59433c8034071e4115a445": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_be8d075c87a346289cda9d1e6c052ba2",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_201f7fcad07f4af2a6a279483489a758"
          }
        },
        "5669e9ae8ad440eca1611cf5b8afae53": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_15e212213e60471b86b2bf7d961f9594",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_52652c49e6d84e2e800b725338a496ae"
          }
        },
        "76ff0e8a889446acaa1805881eb16caa": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_fc66b87c2b5b43ebab0cff71f4345b79",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 1/1 [00:00&lt;00:00, 14.87it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_4d3aedca2a9244d093f7b4f292be7b51"
          }
        },
        "be8d075c87a346289cda9d1e6c052ba2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "201f7fcad07f4af2a6a279483489a758": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "15e212213e60471b86b2bf7d961f9594": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "52652c49e6d84e2e800b725338a496ae": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "fc66b87c2b5b43ebab0cff71f4345b79": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "4d3aedca2a9244d093f7b4f292be7b51": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "100449ea9e6949e8ac9694a9d1382fef": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_32fc833263f346949f1a38eea0f9831a",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_1822edbc663e41e1a7ca1d2f09a4bdeb",
              "IPY_MODEL_a23aed2318f0498f8cf06a0288a82f07",
              "IPY_MODEL_6c28a55876e1477597c02bf9584cb867"
            ]
          }
        },
        "32fc833263f346949f1a38eea0f9831a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "1822edbc663e41e1a7ca1d2f09a4bdeb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ebd01cc4611c459590f463d7811b6d0a",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_74d6393e05ed4147aad22b4b5a491888"
          }
        },
        "a23aed2318f0498f8cf06a0288a82f07": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_f5233efcbc1444a38b176c54236b3a6f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 302,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 302,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_5d17669ad04144619df42186add3fcdd"
          }
        },
        "6c28a55876e1477597c02bf9584cb867": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_63f004bc7bd94d0597fc7c842cdb5f62",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 302/302 [00:00&lt;00:00, 7.22kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_ec5efee8e2c74f60b1b34f3b73168a00"
          }
        },
        "ebd01cc4611c459590f463d7811b6d0a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "74d6393e05ed4147aad22b4b5a491888": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f5233efcbc1444a38b176c54236b3a6f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "5d17669ad04144619df42186add3fcdd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "63f004bc7bd94d0597fc7c842cdb5f62": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "ec5efee8e2c74f60b1b34f3b73168a00": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "780aee3c170d46e8be7d97e4fe124be5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_80db5f9dbd6c4744bee59bc53e25d393",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_cf5fe4c4dc8c47edb526b40378a51e3c",
              "IPY_MODEL_7b7a01c7c3cd4bcdb0ce4e68cf5f8d5f",
              "IPY_MODEL_004d9a94c72b4384b07ede556e7a0de2"
            ]
          }
        },
        "80db5f9dbd6c4744bee59bc53e25d393": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "cf5fe4c4dc8c47edb526b40378a51e3c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_211e490a7279403c88e13fa8c44ec6a4",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9df74730a34c44299ea8ac81c7b0685a"
          }
        },
        "7b7a01c7c3cd4bcdb0ce4e68cf5f8d5f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_e2fc8dcbe5264d10a5637d9c91bd3937",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 1791,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1791,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_dcbb132bd55d4f239058ca24211ee4fe"
          }
        },
        "004d9a94c72b4384b07ede556e7a0de2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_6afddda6602e4bab94ccdae376383c93",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 1.75k/1.75k [00:00&lt;00:00, 40.4kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_73f8df6f0b454ee9b075ec9cb5edd41f"
          }
        },
        "211e490a7279403c88e13fa8c44ec6a4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9df74730a34c44299ea8ac81c7b0685a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e2fc8dcbe5264d10a5637d9c91bd3937": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "dcbb132bd55d4f239058ca24211ee4fe": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6afddda6602e4bab94ccdae376383c93": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "73f8df6f0b454ee9b075ec9cb5edd41f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "59684d9189a64a76b8679e1c343d0fbf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_88e9d45df5c941f2bb6077f30fa74e12",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_a29e40b7352e4b8f9c4878f5eef339de",
              "IPY_MODEL_bdf3b3fa885e4836a8773aa45da0cecb",
              "IPY_MODEL_63ad1c168def4ff88a9500e6c7687e20"
            ]
          }
        },
        "88e9d45df5c941f2bb6077f30fa74e12": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a29e40b7352e4b8f9c4878f5eef339de": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_8f555d6a40e64e02a6f38b9ebace3bb6",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6dae4a09333743bc8b24af6acc8c0eb6"
          }
        },
        "bdf3b3fa885e4836a8773aa45da0cecb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_d056ecfb538f4568bccffe6b02524d8a",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 343362393,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 343362393,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_4b2c36b436fc409797f35ea5e60bf603"
          }
        },
        "63ad1c168def4ff88a9500e6c7687e20": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_0ced0994adec42b89447dc382eec38a2",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 327M/327M [00:09&lt;00:00, 39.6MB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9d44b98527f54ff39acff72e04277c6a"
          }
        },
        "8f555d6a40e64e02a6f38b9ebace3bb6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6dae4a09333743bc8b24af6acc8c0eb6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "d056ecfb538f4568bccffe6b02524d8a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "4b2c36b436fc409797f35ea5e60bf603": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "0ced0994adec42b89447dc382eec38a2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9d44b98527f54ff39acff72e04277c6a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "21ba8810895a4025a414873c2563e488": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_7d061ef7555d4678a81c90b6cea967aa",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_e61cbf57122244a79852ccd852b4aade",
              "IPY_MODEL_ca229af16b894c569a006c0ffaddac94",
              "IPY_MODEL_ea1a6bfb937f4f6997076526bf075ca2"
            ]
          }
        },
        "7d061ef7555d4678a81c90b6cea967aa": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e61cbf57122244a79852ccd852b4aade": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_bc786d685fbb41adbc8729a4bcee53ec",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a2ac6479a650463a8df82a59dcd1cfa9"
          }
        },
        "ca229af16b894c569a006c0ffaddac94": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_de06ecfb22004d9bb15c3fd72823609b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a7f913c5262c4fc6b067dc8ebdb33543"
          }
        },
        "ea1a6bfb937f4f6997076526bf075ca2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_a71701c39ecb46f199f6ed0756ea1fce",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 1/1 [00:00&lt;00:00,  2.33ba/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_14286d549c524e4ba0dddf6050088eca"
          }
        },
        "bc786d685fbb41adbc8729a4bcee53ec": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a2ac6479a650463a8df82a59dcd1cfa9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "de06ecfb22004d9bb15c3fd72823609b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a7f913c5262c4fc6b067dc8ebdb33543": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a71701c39ecb46f199f6ed0756ea1fce": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "14286d549c524e4ba0dddf6050088eca": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "7ff0781537e64f55afc56e3d41505a96": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_6952f5abdbcc4e1a88bb5ac453d60f3f",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_d3a6cb0a9f6e4d118879b181053353a9",
              "IPY_MODEL_632f7dd8e7ea4e77bf1beb0eb7aed22d",
              "IPY_MODEL_f1a5e15318534468b3025ec2542c4b18"
            ]
          }
        },
        "6952f5abdbcc4e1a88bb5ac453d60f3f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "d3a6cb0a9f6e4d118879b181053353a9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_29f660355ea34390a44ab9513d0dff66",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_bff8ae6b36d54e33a689dd46454f1730"
          }
        },
        "632f7dd8e7ea4e77bf1beb0eb7aed22d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_ae9a216ba50d404bb7c9f9ba46ae1a3b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 8,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 8,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6f2fb7cf84cf4e5eb528da32a64dd8ee"
          }
        },
        "f1a5e15318534468b3025ec2542c4b18": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ad1d21c486314e648d4f7a153aff5513",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 8/8 [00:10&lt;00:00,  1.15s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1c3a042d2bf14441b19a2155e8099768"
          }
        },
        "29f660355ea34390a44ab9513d0dff66": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "bff8ae6b36d54e33a689dd46454f1730": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ae9a216ba50d404bb7c9f9ba46ae1a3b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6f2fb7cf84cf4e5eb528da32a64dd8ee": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ad1d21c486314e648d4f7a153aff5513": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "1c3a042d2bf14441b19a2155e8099768": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/NielsRogge/Transformers-Tutorials/blob/master/DiT/Inference_with_DiT_(Document_Image_Transformer)_for_document_image_classification.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Set-up environment\n",
        "\n",
        "We first install 🤗 Transformers and Datasets."
      ],
      "metadata": {
        "id": "c_61WWMJvp1M"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 233,
      "metadata": {
        "id": "jGVSNX0PtcNP"
      },
      "outputs": [],
      "source": [
        "!pip install -q transformers datasets"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Load data\n",
        "\n",
        "I've prepared a little demo dataset on the hub, which includes 15 images of the [RVL-CDIP](https://www.cs.cmu.edu/~aharley/rvl-cdip/) dataset (one image per class, excluding the handwritten class). This dataset was created using Datasets' awesome `ImageFolder` [feature](https://huggingface.co/docs/datasets/master/en/loading#image-folders), after which it was pushed to the hub using `push_to_hub`."
      ],
      "metadata": {
        "id": "Ak-RmX48vuzQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "\n",
        "dataset = load_dataset(\"nielsr/rvlcdip-demo\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 250,
          "referenced_widgets": [
            "5c15132b4b5f4f2297d98e65b6c42dc5",
            "90652324e0d6458a9e2dff0a043f0ee6",
            "4efb479adc52458b8e1c5c3ad2bdff59",
            "15c143bd15fd4c2e8c410a305b375b72",
            "a87ed655ad1440a9a60697499c80d4c6",
            "16b40171436647f481c185799952a72d",
            "aaf78b6b83b84ee1a4139c6395193e42",
            "f22b3fd302994dc5b976220aafc30a31",
            "5b8408ce2acb4b2cb51b7e08132bcb15",
            "e75212949b814893bfae02498a39d7ff",
            "a063e07f191e4b128d9752c65d115fe2",
            "79917fdbd7f44887a63b95410697081b",
            "05f67ab5f8ba453880def4f722ded4e8",
            "f443a21d015945a0837e4dd2335440c0",
            "86a9826f12b74538a17d1d4cd1025b14",
            "1678fe538e894016ba7bf9e764140a72",
            "09cfbbed6e6f4f9895ed94fe59acfcb7",
            "d53e5644894c46138b2edbe2018e0ab3",
            "fda5b8bf218f4c4f8e27f4dc1d2fd089",
            "f70f525207f5470f967fa08376ced241",
            "fa1c792edf54410b8b88b1936e0a40ba",
            "14662abfac264f97ba119d1ef1db7929",
            "8b3f5c32ba0e457386992cd5a7d9b06e",
            "9b2dcf5c67da473fbaa911cdb93369e1",
            "b73dad29494f41e8aff65171b3a79945",
            "0bbada5c8ae74bc8be4a1fc332b89098",
            "9bd5f3c2ae764b958e4d2a779c338ef1",
            "2a00ec7de21e4806a55602a3b60a6f4d",
            "e2227ffa4d784bdab25c72b8a651ebbe",
            "d2579c57aa0d41e4b053e09c63ae4a33",
            "38272424b8a04784a25c9fae7cc7fb24",
            "4d2120dae7a84f8c9a7c1ac30fa1a768",
            "672d2c79ad2045588d1afc1f27fe50b9",
            "8e735a3590b848f59fb97373cb696be6",
            "7fbb0d5d9f4749d8912b1b0c33f25e73",
            "666972d3e9a14d2fba5cd4c88437bba1",
            "d1c5d2a4a103459a8ad68a4449337889",
            "433bac190d2847b59450432d8fd23cf7",
            "18938ba78be545eb8a658b57598cb87f",
            "6cc0d79dd4b44355b0fd3568464d7119",
            "505c564abbde4dc1a0a2d2289cfd4205",
            "b07d12d587ec4703ab0ce53cce698c52",
            "765fc48f6950452db2af2421ee6919b4",
            "1403c82826ac429dbabd7b9ecf8e0598",
            "dd5ef926db0741a0a09a05a64623787e",
            "8b633e74e32b461f889edd46654ad558",
            "62badb872b59433c8034071e4115a445",
            "5669e9ae8ad440eca1611cf5b8afae53",
            "76ff0e8a889446acaa1805881eb16caa",
            "be8d075c87a346289cda9d1e6c052ba2",
            "201f7fcad07f4af2a6a279483489a758",
            "15e212213e60471b86b2bf7d961f9594",
            "52652c49e6d84e2e800b725338a496ae",
            "fc66b87c2b5b43ebab0cff71f4345b79",
            "4d3aedca2a9244d093f7b4f292be7b51"
          ]
        },
        "id": "MxxPIj_nuu1S",
        "outputId": "0301b09c-9516-4af8-e154-b389ca159c86"
      },
      "execution_count": 237,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "5c15132b4b5f4f2297d98e65b6c42dc5",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/943 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Using custom data configuration nielsr--rvlcdip-demo-4789848c9cd54eef\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading and preparing dataset image_folder/default (download: 1.57 MiB, generated: 1.67 MiB, post-processed: Unknown size, total: 3.24 MiB) to /root/.cache/huggingface/datasets/parquet/nielsr--rvlcdip-demo-4789848c9cd54eef/0.0.0/0b6d5799bb726b24ad7fc7be720c170d8e497f575d02d47537de9a5bac074901...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "79917fdbd7f44887a63b95410697081b",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "Downloading data files:   0%|          | 0/1 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8b3f5c32ba0e457386992cd5a7d9b06e",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "Downloading data:   0%|          | 0.00/1.65M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8e735a3590b848f59fb97373cb696be6",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "Extracting data files:   0%|          | 0/1 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset parquet downloaded and prepared to /root/.cache/huggingface/datasets/parquet/nielsr--rvlcdip-demo-4789848c9cd54eef/0.0.0/0b6d5799bb726b24ad7fc7be720c170d8e497f575d02d47537de9a5bac074901. Subsequent calls will reuse this data.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "dd5ef926db0741a0a09a05a64623787e",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The awesome thing about image datasets on the hub, is that the image column is of type \"Image\", which can be directly displayed in a notebook (🤯) like so:"
      ],
      "metadata": {
        "id": "64b93fq_n7jj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['train'][0]['image']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Cft0IFi4vWsV",
        "outputId": "fe6da31b-5b36-497c-d9d0-6a281425c0e8"
      },
      "execution_count": 238,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<PIL.TiffImagePlugin.TiffImageFile image mode=L size=762x1000 at 0x7F913DC9A0D0>"
            ]
          },
          "metadata": {},
          "execution_count": 238
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see that the corresponding label is \"4\". Hmm that's not really helpful.. which class would this be?"
      ],
      "metadata": {
        "id": "ae1PqsqjoG-t"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['train'][0]['label']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XsFNTUWYvlIy",
        "outputId": "f5185c26-996e-46d7-f406-a23a907d935c"
      },
      "execution_count": 239,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4"
            ]
          },
          "metadata": {},
          "execution_count": 239
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's check the features of this dataset:"
      ],
      "metadata": {
        "id": "amNxjaB3oXgQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['train'].features"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DsVW0YCooXU-",
        "outputId": "d7000823-3e85-4c2f-d32b-ed8e0f68e346"
      },
      "execution_count": 253,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'image': Image(decode=True, id=None),\n",
              " 'label': ClassLabel(num_classes=16, names=['letter', 'form', 'email', 'handwritten', 'advertisement', 'scientific report', 'scientific publication', 'specification', 'file folder', 'news article', 'budget', 'invoice', 'presentation', 'questionnaire', 'resume', 'memo'], id=None)}"
            ]
          },
          "metadata": {},
          "execution_count": 253
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As we can see, the \"label\" column is of type `ClassLabel`. We can now check the label of hte image, as follows:"
      ],
      "metadata": {
        "id": "-LruStNmocZ6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "labels = dataset['train'].features['label'].names\n",
        "print(labels[4])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RCfZY1FvoeFm",
        "outputId": "92b8311d-4662-4284-b620-b05e2a0c3163"
      },
      "execution_count": 256,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "advertisement\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "So the image above is labeled as an \"advertisement\". Seems correct!"
      ],
      "metadata": {
        "id": "alm-CmDZowHX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Inference\n",
        "\n",
        "Let's load the DiT model, fine-tuned on the RVL-CDIP dataset, from the hub and make a prediction. \n",
        "\n",
        "We also load the feature extractor, useful for preparing images for the model."
      ],
      "metadata": {
        "id": "95yYs3wUvwth"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import AutoFeatureExtractor, AutoModelForImageClassification\n",
        "\n",
        "feature_extractor = AutoFeatureExtractor.from_pretrained(\"microsoft/dit-base-finetuned-rvlcdip\")\n",
        "model = AutoModelForImageClassification.from_pretrained(\"microsoft/dit-base-finetuned-rvlcdip\")"
      ],
      "metadata": {
        "id": "YMDecW7YxLyX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 113,
          "referenced_widgets": [
            "100449ea9e6949e8ac9694a9d1382fef",
            "32fc833263f346949f1a38eea0f9831a",
            "1822edbc663e41e1a7ca1d2f09a4bdeb",
            "a23aed2318f0498f8cf06a0288a82f07",
            "6c28a55876e1477597c02bf9584cb867",
            "ebd01cc4611c459590f463d7811b6d0a",
            "74d6393e05ed4147aad22b4b5a491888",
            "f5233efcbc1444a38b176c54236b3a6f",
            "5d17669ad04144619df42186add3fcdd",
            "63f004bc7bd94d0597fc7c842cdb5f62",
            "ec5efee8e2c74f60b1b34f3b73168a00",
            "780aee3c170d46e8be7d97e4fe124be5",
            "80db5f9dbd6c4744bee59bc53e25d393",
            "cf5fe4c4dc8c47edb526b40378a51e3c",
            "7b7a01c7c3cd4bcdb0ce4e68cf5f8d5f",
            "004d9a94c72b4384b07ede556e7a0de2",
            "211e490a7279403c88e13fa8c44ec6a4",
            "9df74730a34c44299ea8ac81c7b0685a",
            "e2fc8dcbe5264d10a5637d9c91bd3937",
            "dcbb132bd55d4f239058ca24211ee4fe",
            "6afddda6602e4bab94ccdae376383c93",
            "73f8df6f0b454ee9b075ec9cb5edd41f",
            "59684d9189a64a76b8679e1c343d0fbf",
            "88e9d45df5c941f2bb6077f30fa74e12",
            "a29e40b7352e4b8f9c4878f5eef339de",
            "bdf3b3fa885e4836a8773aa45da0cecb",
            "63ad1c168def4ff88a9500e6c7687e20",
            "8f555d6a40e64e02a6f38b9ebace3bb6",
            "6dae4a09333743bc8b24af6acc8c0eb6",
            "d056ecfb538f4568bccffe6b02524d8a",
            "4b2c36b436fc409797f35ea5e60bf603",
            "0ced0994adec42b89447dc382eec38a2",
            "9d44b98527f54ff39acff72e04277c6a"
          ]
        },
        "outputId": "58cf544e-231d-42a2-a68f-4e767d65fdd1"
      },
      "execution_count": 241,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "100449ea9e6949e8ac9694a9d1382fef",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/302 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "780aee3c170d46e8be7d97e4fe124be5",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.75k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "59684d9189a64a76b8679e1c343d0fbf",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/327M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's prepare the image for the model and run a forward pass!"
      ],
      "metadata": {
        "id": "GMgdPmnEoVKA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "\n",
        "image = dataset['train'][0]['image'].convert(\"RGB\")\n",
        "\n",
        "# prepare image for model (resize + normalize)\n",
        "inputs = feature_extractor(image, return_tensors=\"pt\")\n",
        "\n",
        "# forward pass\n",
        "with torch.no_grad():\n",
        "  outputs = model(**inputs)\n",
        "  logits = outputs.logits\n",
        "\n",
        "# model predicts one of the 16 RVL-CDIP classes\n",
        "predicted_class_idx = logits.argmax(-1).item()\n",
        "print(\"Predicted class:\", model.config.id2label[predicted_class_idx])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "36YeXGrstf9p",
        "outputId": "39c237a4-696e-4dc7-e506-d3676a90b09a"
      },
      "execution_count": 244,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Predicted class: advertisement\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Seems like the model got it correct ;)"
      ],
      "metadata": {
        "id": "b0EFPYu0pB7O"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Evaluate\n",
        "\n",
        "Now that we've shown inference on a single image, let's use the model to run predictions on the entire (tiny) dataset. For this, we create a PyTorch DataLoader, which lets us easily loop over batches.\n",
        "\n",
        "We first prepare (i.e. resize + normalize) all images using the feature extractor. For this, we can use the .map() functionality, which lets us apply any custom function on all instances of a dataset."
      ],
      "metadata": {
        "id": "a26CmHHLw_63"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import Features, Array3D\n",
        "\n",
        "# we need to define the features ourselves as set_format won't work otherwise\n",
        "features = Features({\n",
        "    **dataset['train'].features,\n",
        "    'pixel_values': Array3D(dtype=\"float32\", shape=(3, 224, 224))\n",
        "})\n",
        "\n",
        "encoded_dataset = dataset.map(lambda examples: feature_extractor([image.convert('RGB') for image in examples['image']]), batched=True,\n",
        "                              features=features)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "21ba8810895a4025a414873c2563e488",
            "7d061ef7555d4678a81c90b6cea967aa",
            "e61cbf57122244a79852ccd852b4aade",
            "ca229af16b894c569a006c0ffaddac94",
            "ea1a6bfb937f4f6997076526bf075ca2",
            "bc786d685fbb41adbc8729a4bcee53ec",
            "a2ac6479a650463a8df82a59dcd1cfa9",
            "de06ecfb22004d9bb15c3fd72823609b",
            "a7f913c5262c4fc6b067dc8ebdb33543",
            "a71701c39ecb46f199f6ed0756ea1fce",
            "14286d549c524e4ba0dddf6050088eca"
          ]
        },
        "id": "xyZLV9Eswvny",
        "outputId": "3cf96bdc-090b-4aa8-f8a1-14b86107b10b"
      },
      "execution_count": 245,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "21ba8810895a4025a414873c2563e488",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?ba/s]"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "encoded_dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Qq1XFm1QxffU",
        "outputId": "a7e0ab33-8586-431d-dbde-7ff5a119789f"
      },
      "execution_count": 246,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['image', 'label', 'pixel_values'],\n",
              "        num_rows: 15\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 246
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Next, we create a PyTorch DataLoader."
      ],
      "metadata": {
        "id": "Q_Y0VM1IpejK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "encoded_dataset.set_format(type='torch', columns=['pixel_values', 'label'])\n",
        "dataloader = torch.utils.data.DataLoader(encoded_dataset['train'], batch_size=2)"
      ],
      "metadata": {
        "id": "I3KL8Jj5xrL6"
      },
      "execution_count": 247,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's verify the first batch:"
      ],
      "metadata": {
        "id": "98vWaIpjpmKt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "batch = next(iter(dataloader))\n",
        "for k,v in batch.items():\n",
        "  print(k,v.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "97271F_i2tOs",
        "outputId": "95fe206a-0e6d-417c-9a5d-bdb788485855"
      },
      "execution_count": 248,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "label torch.Size([2])\n",
            "pixel_values torch.Size([2, 3, 224, 224])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's evaluate the model on this tiny dataset!"
      ],
      "metadata": {
        "id": "yOVjKbFhpiVq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_metric\n",
        "from tqdm.notebook import tqdm\n",
        "\n",
        "metric = load_metric(\"accuracy\")\n",
        "\n",
        "for batch in tqdm(dataloader):\n",
        "  with torch.no_grad():\n",
        "    outputs = model(batch['pixel_values'])\n",
        "    logits = outputs.logits\n",
        "  \n",
        "  metric.add_batch(predictions=logits.argmax(-1).tolist(), references=batch['label'].tolist())\n",
        "\n",
        "accuracy = metric.compute()['accuracy']\n",
        "\n",
        "print(\"Accuracy on this tiny dataset:\", accuracy)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67,
          "referenced_widgets": [
            "7ff0781537e64f55afc56e3d41505a96",
            "6952f5abdbcc4e1a88bb5ac453d60f3f",
            "d3a6cb0a9f6e4d118879b181053353a9",
            "632f7dd8e7ea4e77bf1beb0eb7aed22d",
            "f1a5e15318534468b3025ec2542c4b18",
            "29f660355ea34390a44ab9513d0dff66",
            "bff8ae6b36d54e33a689dd46454f1730",
            "ae9a216ba50d404bb7c9f9ba46ae1a3b",
            "6f2fb7cf84cf4e5eb528da32a64dd8ee",
            "ad1d21c486314e648d4f7a153aff5513",
            "1c3a042d2bf14441b19a2155e8099768"
          ]
        },
        "id": "f1H4o3QY0Hrn",
        "outputId": "c57ee1f1-5bd2-4fcc-f53d-f84f5d836416"
      },
      "execution_count": 258,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "7ff0781537e64f55afc56e3d41505a96",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "  0%|          | 0/8 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Accuracy on this tiny dataset: 0.8666666666666667\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "0r8f1HBbpuC3"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}